d11_stat

Dataset statistics

Number of variables	62
Number of observations	10027
Missing cells	8748
Missing cells (%)	1.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.5 MiB
Average record size in memory	161.4 B

Variable types

CAT	37
NUM	25

Warnings

`sysbp` has 123 (1.2%) missing values	Missing
`diabp` has 112 (1.1%) missing values	Missing
`pulse` has 111 (1.1%) missing values	Missing
`wbc` has 230 (2.3%) missing values	Missing
`mcv` has 225 (2.2%) missing values	Missing
`plt` has 227 (2.3%) missing values	Missing
`bun` has 165 (1.6%) missing values	Missing
`glu` has 186 (1.9%) missing values	Missing
`crea` has 189 (1.9%) missing values	Missing
`cho` has 172 (1.7%) missing values	Missing
`tg` has 171 (1.7%) missing values	Missing
`hdl` has 164 (1.6%) missing values	Missing
`ldl` has 182 (1.8%) missing values	Missing
`crp` has 163 (1.6%) missing values	Missing
`hbalc` has 104 (1.0%) missing values	Missing
`ua` has 163 (1.6%) missing values	Missing
`hgb` has 228 (2.3%) missing values	Missing
`diabe` has 117 (1.2%) missing values	Missing
`dyslipe` has 245 (2.4%) missing values	Missing
`batha` has 105 (1.0%) missing values	Missing
`joga` has 160 (1.6%) missing values	Missing
`walk100a` has 625 (6.2%) missing values	Missing
`cesd10` has 125 (1.2%) missing values	Missing
`slfmem` has 130 (1.3%) missing values	Missing
`imrc` has 1042 (10.4%) missing values	Missing
`dlrc` has 1056 (10.5%) missing values	Missing
`ser7` has 185 (1.8%) missing values	Missing
`orient` has 346 (3.5%) missing values	Missing
`draw` has 224 (2.2%) missing values	Missing
`df_index` has unique values	Unique
`cesd10` has 668 (6.7%) zeros	Zeros
`imrc` has 228 (2.3%) zeros	Zeros
`dlrc` has 1377 (13.7%) zeros	Zeros
`ser7` has 1577 (15.7%) zeros	Zeros
`orient` has 599 (6.0%) zeros	Zeros

Reproduction

Analysis started	2020-10-13 08:13:36.405123
Analysis finished	2020-10-13 08:15:42.509737
Duration	2 minutes and 6.1 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	10027
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5071.247432
Minimum	0
Maximum	10136
Zeros	1
Zeros (%)	< 0.1%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	508.3
Q1	2528.5
median	5075
Q3	7612.5
95-th percentile	9630.7
Maximum	10136
Range	10136
Interquartile range (IQR)	5084

Descriptive statistics

Standard deviation	2930.336323
Coefficient of variation (CV)	0.577833435
Kurtosis	-1.204010245
Mean	5071.247432
Median Absolute Deviation (MAD)	2542
Skewness	-0.001167268458
Sum	50849398
Variance	8586870.968
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
1346	1	< 0.1%
9550	1	< 0.1%
3403	1	< 0.1%
1354	1	< 0.1%
7497	1	< 0.1%
5448	1	< 0.1%
9542	1	< 0.1%
3395	1	< 0.1%
7489	1	< 0.1%
Other values (10017)	10017	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
10136	1	< 0.1%
10135	1	< 0.1%
10134	1	< 0.1%
10133	1	< 0.1%
10132	1	< 0.1%

sysbp
Real number (ℝ_≥0)

MISSING

Distinct	319
Distinct (%)	3.2%
Missing	123
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%

Mean	130.6423798
Minimum	92
Maximum	193
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	92
5-th percentile	102
Q1	115
median	127.3333359
Q3	142.6666718
95-th percentile	174.6416779
Maximum	193
Range	101
Interquartile range (IQR)	27.66667175

Descriptive statistics

Standard deviation	21.21253014
Coefficient of variation (CV)	0.1623709649
Kurtosis	0.2157576084
Mean	130.6423798
Median Absolute Deviation (MAD)	13.66667175
Skewness	0.7396789789
Sum	1293882.125
Variance	449.9714661
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120.3333359	80	0.8%
125	78	0.8%
127.6666641	77	0.8%
121	77	0.8%
115.6666641	76	0.8%
124.6666641	75	0.7%
111	73	0.7%
129	72	0.7%
117.6666641	72	0.7%
116.3333359	72	0.7%
Other values (309)	9152	91.3%
(Missing)	123	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
92	46	0.5%
92.33333588	14	0.1%
92.5	1	< 0.1%
92.66666412	6	0.1%
93	8	0.1%

Value	Count	Frequency (%)
193	6	0.1%
192	3	< 0.1%
191.5	1	< 0.1%
191	43	0.4%
190.6666718	7	0.1%

diabp
Real number (ℝ_≥0)

MISSING

Distinct	201
Distinct (%)	2.0%
Missing	112
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%

Mean	75.86598969
Minimum	50
Maximum	112
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	50
5-th percentile	57.66666794
Q1	67.33333588
median	75
Q3	83.66666412
95-th percentile	97
Maximum	112
Range	62
Interquartile range (IQR)	16.33332825

Descriptive statistics

Standard deviation	11.9314785
Coefficient of variation (CV)	0.1572704464
Kurtosis	-0.07671521604
Mean	75.86598969
Median Absolute Deviation (MAD)	8
Skewness	0.3659981787
Sum	752211.3125
Variance	142.3601685
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72.66666412	140	1.4%
74.33333588	135	1.3%
75	132	1.3%
75.66666412	129	1.3%
70.33333588	126	1.3%
69.33333588	123	1.2%
71.66666412	119	1.2%
81.66666412	115	1.1%
74	114	1.1%
76.66666412	114	1.1%
Other values (191)	8668	86.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50	42	0.4%
50.33333206	10	0.1%
50.66666794	13	0.1%
51	15	0.1%
51.33333206	16	0.2%

Value	Count	Frequency (%)
112	3	< 0.1%
111	1	< 0.1%
110.3333359	50	0.5%
110	7	0.1%
109.6666641	7	0.1%

pulse
Real number (ℝ_≥0)

MISSING

Distinct	173
Distinct (%)	1.7%
Missing	111
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%

Mean	72.32881165
Minimum	50.33333206
Maximum	102.3333359
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	50.33333206
5-th percentile	56.66666794
Q1	65.33333588
median	71.66666412
Q3	78.66666412
95-th percentile	90.66666412
Maximum	102.3333359
Range	52.00000381
Interquartile range (IQR)	13.33332825

Descriptive statistics

Standard deviation	10.19036579
Coefficient of variation (CV)	0.140889436
Kurtosis	0.06783174723
Mean	72.32881165
Median Absolute Deviation (MAD)	6.666664124
Skewness	0.4081008136
Sum	717212.5
Variance	103.8435516
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
73.33333588	162	1.6%
74	150	1.5%
72	148	1.5%
71	148	1.5%
67	147	1.5%
72.66666412	137	1.4%
69	135	1.3%
69.66666412	134	1.3%
68.66666412	133	1.3%
71.33333588	133	1.3%
Other values (163)	8489	84.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50.33333206	57	0.6%
50.5	1	< 0.1%
50.66666794	18	0.2%
51	16	0.2%
51.33333206	14	0.1%

Value	Count	Frequency (%)
102.3333359	60	0.6%
102	10	0.1%
101.6666641	6	0.1%
101.3333359	7	0.1%
101	9	0.1%

wbc
Real number (ℝ_≥0)

MISSING

Distinct	574
Distinct (%)	5.9%
Missing	230
Missing (%)	2.3%
Infinite	0
Infinite (%)	0.0%

Mean	6.241784096
Minimum	3.099999905
Maximum	12.19999981
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	3.099999905
5-th percentile	3.799999952
Q1	4.989999771
median	6
Q3	7.199999809
95-th percentile	9.699999809
Maximum	12.19999981
Range	9.100000381
Interquartile range (IQR)	2.210000038

Descriptive statistics

Standard deviation	1.813126564
Coefficient of variation (CV)	0.2904821038
Kurtosis	0.7906837463
Mean	6.241784096
Median Absolute Deviation (MAD)	1.099999905
Skewness	0.8676626682
Sum	61150.75781
Variance	3.287427902
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.599999905	240	2.4%
5.300000191	226	2.3%
5.5	218	2.2%
6.199999809	215	2.1%
5.099999905	215	2.1%
5.400000095	213	2.1%
5.900000095	213	2.1%
6.300000191	210	2.1%
5	207	2.1%
5.800000191	206	2.1%
Other values (564)	7634	76.1%
(Missing)	230	2.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.099999905	121	1.2%
3.119999886	1	< 0.1%
3.130000114	2	< 0.1%
3.140000105	1	< 0.1%
3.150000095	1	< 0.1%

Value	Count	Frequency (%)
12.19999981	105	1.0%
12.18999958	2	< 0.1%
12.10000038	4	< 0.1%
12	10	0.1%
11.89999962	4	< 0.1%

mcv
Real number (ℝ_≥0)

MISSING

Distinct	597
Distinct (%)	6.1%
Missing	225
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	90.66989136
Minimum	64.40000153
Maximum	109.8000031
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	64.40000153
5-th percentile	73.69999695
Q1	86.90000153
median	91.40000153
Q3	95.69999695
95-th percentile	102.8000031
Maximum	109.8000031
Range	45.40000153
Interquartile range (IQR)	8.799995422

Descriptive statistics

Standard deviation	8.211031914
Coefficient of variation (CV)	0.09055963159
Kurtosis	1.188105702
Mean	90.66989136
Median Absolute Deviation (MAD)	4.400001526
Skewness	-0.7072603106
Sum	888746.25
Variance	67.42105103
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
91	136	1.4%
90	135	1.3%
89	132	1.3%
94	118	1.2%
93	116	1.2%
88	116	1.2%
95	112	1.1%
92	109	1.1%
109.8000031	101	1.0%
64.59999847	101	1.0%
Other values (587)	8626	86.0%
(Missing)	225	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
64.40000153	1	< 0.1%
64.5	2	< 0.1%
64.59999847	101	1.0%
64.80000305	1	< 0.1%
64.90000153	2	< 0.1%

Value	Count	Frequency (%)
109.8000031	101	1.0%
109.6999969	4	< 0.1%
109.5999985	2	< 0.1%
109.5199966	1	< 0.1%
109.5	2	< 0.1%

plt
Real number (ℝ_≥0)

MISSING

Distinct	342
Distinct (%)	3.5%
Missing	227
Missing (%)	2.3%
Infinite	0
Infinite (%)	0.0%

Mean	211.9114227
Minimum	71
Maximum	417
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	71
5-th percentile	104
Q1	163
median	208
Q3	255
95-th percentile	333
Maximum	417
Range	346
Interquartile range (IQR)	92

Descriptive statistics

Standard deviation	69.59709167
Coefficient of variation (CV)	0.3284253776
Kurtosis	0.1172441915
Mean	211.9114227
Median Absolute Deviation (MAD)	46
Skewness	0.4376246035
Sum	2076732
Variance	4843.754883
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
417	104	1.0%
71	103	1.0%
208	71	0.7%
190	70	0.7%
180	69	0.7%
195	67	0.7%
186	67	0.7%
229	67	0.7%
241	67	0.7%
200	65	0.6%
Other values (332)	9050	90.3%
(Missing)	227	2.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
71	103	1.0%
72	2	< 0.1%
73	4	< 0.1%
74	5	< 0.1%
75	7	0.1%

Value	Count	Frequency (%)
417	104	1.0%
416	3	< 0.1%
415	1	< 0.1%
414	5	< 0.1%
413	2	< 0.1%

bun
Real number (ℝ_≥0)

MISSING

Distinct	744
Distinct (%)	7.5%
Missing	165
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%

Mean	15.67527008
Minimum	7.674739838
Maximum	29.46652031
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	7.674739838
5-th percentile	9.523400307
Q1	12.54848003
median	15.12539959
Q3	18.2064991
95-th percentile	23.64043999
Maximum	29.46652031
Range	21.79178047
Interquartile range (IQR)	5.658019066

Descriptive statistics

Standard deviation	4.323834419
Coefficient of variation (CV)	0.2758379579
Kurtosis	0.50933671
Mean	15.67527008
Median Absolute Deviation (MAD)	2.772989273
Skewness	0.7227713466
Sum	154589.5156
Variance	18.6955452
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.674739838	100	1.0%
29.46652031	86	0.9%
15.88167	44	0.4%
14.31311035	41	0.4%
13.52882957	40	0.4%
14.95734024	39	0.4%
16.07773972	38	0.4%
12.96862984	38	0.4%
15.15340996	37	0.4%
15.99370956	37	0.4%
Other values (734)	9362	93.4%
(Missing)	165	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7.674739838	100	1.0%
7.730760098	3	< 0.1%
7.758769989	1	< 0.1%
7.786779881	1	< 0.1%
7.814789772	4	< 0.1%

Value	Count	Frequency (%)
29.46652031	86	0.9%
29.38249016	1	< 0.1%
29.35448074	7	0.1%
29.29846001	1	< 0.1%
29.27045059	1	< 0.1%

glu
Real number (ℝ_≥0)

MISSING

Distinct	801
Distinct (%)	8.1%
Missing	186
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%

Mean	109.6849518
Minimum	63.90000153
Maximum	276.1199951
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	63.90000153
5-th percentile	82.08000183
Q1	94.5
median	102.4199982
Q3	113.7600021
95-th percentile	165.2400055
Maximum	276.1199951
Range	212.2200012
Interquartile range (IQR)	19.26000214

Descriptive statistics

Standard deviation	31.02302742
Coefficient of variation (CV)	0.2828375995
Kurtosis	11.86091232
Mean	109.6849518
Median Absolute Deviation (MAD)	9.180000305
Skewness	3.063208103
Sum	1079409.625
Variance	962.4282227
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
276.1199951	100	1.0%
63.90000153	89	0.9%
98.27999878	71	0.7%
100.8000031	68	0.7%
96.48000336	68	0.7%
101.8799973	66	0.7%
99.72000122	64	0.6%
101.6999969	64	0.6%
95.58000183	63	0.6%
102.7799988	63	0.6%
Other values (791)	9125	91.0%
(Missing)	186	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
63.90000153	89	0.9%
64.44000244	3	< 0.1%
64.62000275	3	< 0.1%
65.16000366	2	< 0.1%
65.69999695	2	< 0.1%

Value	Count	Frequency (%)
276.1199951	100	1.0%
273.4200134	2	< 0.1%
272.7000122	1	< 0.1%
271.980011	1	< 0.1%
271.2600098	3	< 0.1%

crea
Real number (ℝ_≥0)

MISSING

Distinct	84
Distinct (%)	0.9%
Missing	189
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%

Mean	0.7773051262
Minimum	0.429399997
Maximum	1.367300034
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0.429399997
5-th percentile	0.5310999751
Q1	0.6441000104
median	0.7570999861
Q3	0.8813999891
95-th percentile	1.10739994
Maximum	1.367300034
Range	0.9379000664
Interquartile range (IQR)	0.2372999787

Descriptive statistics

Standard deviation	0.178770259
Coefficient of variation (CV)	0.2299872339
Kurtosis	0.6906537414
Mean	0.7773051262
Median Absolute Deviation (MAD)	0.1130000353
Skewness	0.7354652882
Sum	7647.12793
Variance	0.03195880726
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7232000232	295	2.9%
0.700600028	282	2.8%
0.6893000007	281	2.8%
0.7570999861	277	2.8%
0.7118999958	276	2.8%
0.6441000104	270	2.7%
0.6779999733	265	2.6%
0.7684000134	257	2.6%
0.7796999812	255	2.5%
0.6667000055	254	2.5%
Other values (74)	7126	71.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.429399997	119	1.2%
0.4406999946	19	0.2%
0.4519999921	25	0.2%
0.4632999897	26	0.3%
0.4745999873	37	0.4%

Value	Count	Frequency (%)
1.367300034	105	1.0%
1.355999947	5	< 0.1%
1.344699979	8	0.1%
1.333400011	5	< 0.1%
1.322100043	5	< 0.1%

cho
Real number (ℝ_≥0)

MISSING

Distinct	473
Distinct (%)	4.8%
Missing	172
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%

Mean	193.2201233
Minimum	115.9800034
Maximum	300.7748108
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	115.9800034
5-th percentile	137.2429962
Q1	167.0112
median	190.2071991
Q3	215.3361969
95-th percentile	261.7282104
Maximum	300.7748108
Range	184.7947998
Interquartile range (IQR)	48.32499695

Descriptive statistics

Standard deviation	37.33860779
Coefficient of variation (CV)	0.193243891
Kurtosis	0.09159851819
Mean	193.2201233
Median Absolute Deviation (MAD)	24.35580444
Skewness	0.4758174121
Sum	1904184.375
Variance	1394.171753
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
300.7748108	103	1.0%
115.9800034	90	0.9%
190.9803925	61	0.6%
184.4082031	58	0.6%
199.4855957	57	0.6%
193.3000031	54	0.5%
185.9546051	54	0.5%
178.9958038	53	0.5%
179.3824005	52	0.5%
184.0216064	50	0.5%
Other values (463)	9223	92.0%
(Missing)	172	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
115.9800034	90	0.9%
116.3666	3	< 0.1%
116.7531967	5	< 0.1%
117.139801	1	< 0.1%
117.5263977	2	< 0.1%

Value	Count	Frequency (%)
300.7748108	103	1.0%
300.3882141	1	< 0.1%
300.0015869	2	< 0.1%
299.6149902	1	< 0.1%
299.2283936	1	< 0.1%

tg
Real number (ℝ_≥0)

MISSING

Distinct	488
Distinct (%)	5.0%
Missing	171
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%

Mean	131.0766144
Minimum	38.05500031
Maximum	540.7349854
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	38.05500031
5-th percentile	49.56000137
Q1	75.22499847
median	106.1999969
Q3	154.875
95-th percentile	304.4400024
Maximum	540.7349854
Range	502.6799927
Interquartile range (IQR)	79.65000153

Descriptive statistics

Standard deviation	87.058815
Coefficient of variation (CV)	0.664182663
Kurtosis	6.306576729
Mean	131.0766144
Median Absolute Deviation (MAD)	36.28499603
Skewness	2.250136375
Sum	1291891.125
Variance	7579.237305
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38.05500031	110	1.1%
74.33999634	99	1.0%
540.7349854	95	0.9%
77.87999725	89	0.9%
79.65000153	88	0.9%
72.56999969	86	0.9%
86.73000336	86	0.9%
80.53500366	86	0.9%
85.84500122	85	0.8%
63.72000122	84	0.8%
Other values (478)	8948	89.2%
(Missing)	171	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
38.05500031	110	1.1%
38.93999863	18	0.2%
39.82500076	17	0.2%
40.70999908	21	0.2%
41.59500122	22	0.2%

Value	Count	Frequency (%)
540.7349854	95	0.9%
539.8499756	1	< 0.1%
538.0800171	1	< 0.1%
533.6550293	1	< 0.1%
530.1149902	1	< 0.1%

hdl
Real number (ℝ_≥0)

MISSING

Distinct	194
Distinct (%)	2.0%
Missing	164
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%

Mean	50.94398499
Minimum	22.42280006
Maximum	97.03659821
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	22.42280006
5-th percentile	29.76819992
Q1	40.20640182
median	49.09820175
Q3	59.92300034
95-th percentile	78.09320068
Maximum	97.03659821
Range	74.61380005
Interquartile range (IQR)	19.71659851

Descriptive statistics

Standard deviation	14.82688141
Coefficient of variation (CV)	0.2910428345
Kurtosis	0.3659645021
Mean	50.94398499
Median Absolute Deviation (MAD)	9.664997101
Skewness	0.647516191
Sum	502460.5312
Variance	219.8364105
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48.32500076	130	1.3%
49.09820175	126	1.3%
45.61880112	122	1.2%
47.93840027	120	1.2%
51.8044014	115	1.1%
52.19100189	114	1.1%
44.07239914	113	1.1%
45.23220062	113	1.1%
47.16519928	113	1.1%
44.84560013	112	1.1%
Other values (184)	8685	86.6%
(Missing)	164	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
22.42280006	106	1.1%
22.80940056	7	0.1%
23.19599915	8	0.1%
23.58259964	9	0.1%
23.96920013	9	0.1%

Value	Count	Frequency (%)
97.03659821	98	1.0%
96.65000153	7	0.1%
96.26339722	2	< 0.1%
95.87680054	3	< 0.1%
95.49019623	4	< 0.1%

ldl
Real number (ℝ_≥0)

MISSING

Distinct	444
Distinct (%)	4.5%
Missing	182
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%

Mean	116.2473068
Minimum	37.88679886
Maximum	210.3103943
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	37.88679886
5-th percentile	64.56220245
Q1	92.78399658
median	114.0469971
Q3	136.8563995
95-th percentile	177.0628052
Maximum	210.3103943
Range	172.4235992
Interquartile range (IQR)	44.07240295

Descriptive statistics

Standard deviation	33.94202042
Coefficient of variation (CV)	0.2919811308
Kurtosis	0.116226241
Mean	116.2473068
Median Absolute Deviation (MAD)	22.03619385
Skewness	0.344818294
Sum	1144454.75
Variance	1152.060791
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
210.3103943	107	1.1%
37.88679886	105	1.0%
112.1139984	62	0.6%
113.6604004	56	0.6%
121.0057983	56	0.6%
120.2325974	56	0.6%
117.913002	55	0.5%
119.0727997	55	0.5%
126.8048019	54	0.5%
109.4077988	54	0.5%
Other values (434)	9185	91.6%
(Missing)	182	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
37.88679886	105	1.0%
38.27339935	1	< 0.1%
38.65999985	2	< 0.1%
39.04660034	1	< 0.1%
39.43320084	1	< 0.1%

Value	Count	Frequency (%)
210.3103943	107	1.1%
209.9237976	3	< 0.1%
209.1506042	4	< 0.1%
208.7640076	1	< 0.1%
208.3773956	2	< 0.1%

crp
Real number (ℝ_≥0)

MISSING

Distinct	1083
Distinct (%)	11.0%
Missing	163
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%

Mean	2.528791666
Minimum	0.1899999976
Maximum	37.02000046
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0.1899999976
5-th percentile	0.2800000012
Q1	0.5500000119
median	1.039999962
Q3	2.180000067
95-th percentile	8.976999283
Maximum	37.02000046
Range	36.83000183
Interquartile range (IQR)	1.630000055

Descriptive statistics

Standard deviation	5.149011612
Coefficient of variation (CV)	2.036154985
Kurtosis	26.96956253
Mean	2.528791666
Median Absolute Deviation (MAD)	0.5999999642
Skewness	4.935836792
Sum	24944
Variance	26.51231956
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1899999976	111	1.1%
37.02000046	100	1.0%
0.4499999881	93	0.9%
0.3899999857	92	0.9%
0.4900000095	86	0.9%
0.4699999988	86	0.9%
0.4399999976	85	0.8%
0.400000006	82	0.8%
0.349999994	80	0.8%
0.5	79	0.8%
Other values (1073)	8970	89.5%
(Missing)	163	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1899999976	111	1.1%
0.200000003	24	0.2%
0.2099999934	45	0.4%
0.2199999988	37	0.4%
0.2300000042	33	0.3%

Value	Count	Frequency (%)
37.02000046	100	1.0%
36.70000076	1	< 0.1%
36.34999847	1	< 0.1%
36.20000076	2	< 0.1%
36.09999847	1	< 0.1%

hbalc
Real number (ℝ_≥0)

MISSING

Distinct	51
Distinct (%)	0.5%
Missing	104
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.252303123
Minimum	4.099999905
Maximum	9.100000381
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	4.099999905
5-th percentile	4.5
Q1	4.900000095
median	5.099999905
Q3	5.400000095
95-th percentile	6.400000095
Maximum	9.100000381
Range	5.000000477
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.7225146294
Coefficient of variation (CV)	0.1375614852
Kurtosis	10.73605061
Mean	5.252303123
Median Absolute Deviation (MAD)	0.2999997139
Skewness	2.740002155
Sum	52118.60156
Variance	0.5220273733
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	957	9.5%
5.099999905	956	9.5%
5.199999809	939	9.4%
4.900000095	869	8.7%
5.300000191	819	8.2%
4.800000191	749	7.5%
5.400000095	682	6.8%
5.5	551	5.5%
4.699999809	538	5.4%
5.599999905	379	3.8%
Other values (41)	2484	24.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.099999905	116	1.2%
4.199999809	57	0.6%
4.300000191	91	0.9%
4.400000095	172	1.7%
4.5	248	2.5%

Value	Count	Frequency (%)
9.100000381	104	1.0%
9	6	0.1%
8.899999619	4	< 0.1%
8.800000191	4	< 0.1%
8.699999809	6	0.1%

ua
Real number (ℝ_≥0)

MISSING

Distinct	2500
Distinct (%)	25.3%
Missing	163
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%

Mean	4.443844795
Minimum	2.14199996
Maximum	8.159760475
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	2.14199996
5-th percentile	2.687999964
Q1	3.564960003
median	4.296600342
Q3	5.160960197
95-th percentile	6.736800194
Maximum	8.159760475
Range	6.017760277
Interquartile range (IQR)	1.596000195

Descriptive statistics

Standard deviation	1.225451946
Coefficient of variation (CV)	0.2757638991
Kurtosis	0.3011808991
Mean	4.443844795
Median Absolute Deviation (MAD)	0.7820403576
Skewness	0.6494054198
Sum	43834.08594
Variance	1.501732469
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.14199996	98	1.0%
8.159760475	97	1.0%
4.278960228	17	0.2%
4.06896019	17	0.2%
4.415040016	17	0.2%
4.151279926	16	0.2%
4.112639904	16	0.2%
3.635519981	16	0.2%
4.455359936	16	0.2%
4.63176012	16	0.2%
Other values (2490)	9538	95.1%
(Missing)	163	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.14199996	98	1.0%
2.143680096	2	< 0.1%
2.145359993	1	< 0.1%
2.150399923	1	< 0.1%
2.153759956	1	< 0.1%

Value	Count	Frequency (%)
8.159760475	97	1.0%
8.156399727	1	< 0.1%
8.153039932	1	< 0.1%
8.142959595	1	< 0.1%
8.141280174	1	< 0.1%

htc
Real number (ℝ_≥0)

Distinct	581
Distinct (%)	5.8%
Missing	8
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	41.43410492
Minimum	26.77000046
Maximum	57.59999847
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	26.77000046
5-th percentile	30.39999962
Q1	37.79999924
median	41.5
Q3	45.20000076
95-th percentile	51.40000153
Maximum	57.59999847
Range	30.82999802
Interquartile range (IQR)	7.400001526

Descriptive statistics

Standard deviation	6.01456213
Coefficient of variation (CV)	0.1451596916
Kurtosis	0.1493725926
Mean	41.43410492
Median Absolute Deviation (MAD)	3.700000763
Skewness	0.04498267919
Sum	415128.3125
Variance	36.17495728
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.39999962	238	2.4%
43	146	1.5%
40	146	1.5%
42	129	1.3%
38	126	1.3%
41	125	1.2%
44	121	1.2%
39	121	1.2%
57.59999847	112	1.1%
26.77000046	107	1.1%
Other values (571)	8648	86.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
26.77000046	107	1.1%
26.79999924	4	< 0.1%
26.87999916	1	< 0.1%
26.89999962	2	< 0.1%
26.93000031	1	< 0.1%

Value	Count	Frequency (%)
57.59999847	112	1.1%
57.5	4	< 0.1%
57.45000076	1	< 0.1%
57.40000153	3	< 0.1%
57.29999924	2	< 0.1%

hgb
Real number (ℝ_≥0)

MISSING

Distinct	126
Distinct (%)	1.3%
Missing	228
Missing (%)	2.3%
Infinite	0
Infinite (%)	0.0%

Mean	14.3417902
Minimum	9.300000191
Maximum	21.79999924
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	9.300000191
5-th percentile	11.30000019
Q1	13
median	14.19999981
Q3	15.5
95-th percentile	17.79999924
Maximum	21.79999924
Range	12.49999905
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	2.072489977
Coefficient of variation (CV)	0.1445070654
Kurtosis	1.446860194
Mean	14.3417902
Median Absolute Deviation (MAD)	1.199999809
Skewness	0.6121113896
Sum	140535.2031
Variance	4.29521513
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.19999981	238	2.4%
13.69999981	232	2.3%
13.60000038	227	2.3%
13.89999962	226	2.3%
13.39999962	214	2.1%
14.89999962	213	2.1%
14	211	2.1%
13.10000038	210	2.1%
14.30000019	208	2.1%
14.5	206	2.1%
Other values (116)	7614	75.9%
(Missing)	228	2.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9.300000191	102	1.0%
9.399999619	9	0.1%
9.5	7	0.1%
9.600000381	6	0.1%
9.699999809	9	0.1%

Value	Count	Frequency (%)
21.79999924	96	1.0%
21.70000076	6	0.1%
21.60000038	3	< 0.1%
21.5	6	0.1%
21.39999962	2	< 0.1%

hibpe
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	75
Missing (%)	0.7%
Memory size	9.9 KiB

0.no	7235
1.yes	2717

Frequencies
Length

Value	Count	Frequency (%)
0.no	7235	72.2%
1.yes	2717	27.1%
(Missing)	75	0.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.263488581
Min length	3

diabe
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	117
Missing (%)	1.2%
Memory size	9.9 KiB

0.no	9258
1.yes	652

Frequencies
Length

Value	Count	Frequency (%)
0.no	9258	92.3%
1.yes	652	6.5%
(Missing)	117	1.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.053355939
Min length	3

cancre
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	59
Missing (%)	0.6%
Memory size	9.9 KiB

0.no	9861
1.yes	107

Frequencies
Length

Value	Count	Frequency (%)
0.no	9861	98.3%
1.yes	107	1.1%
(Missing)	59	0.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.004787075
Min length	3

lunge
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	55
Missing (%)	0.5%
Memory size	9.9 KiB

0.no	8885
1.yes	1087

Frequencies
Length

Value	Count	Frequency (%)
0.no	8885	88.6%
1.yes	1087	10.8%
(Missing)	55	0.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.10292211
Min length	3

hearte
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	71
Missing (%)	0.7%
Memory size	9.9 KiB

0.no	8698
1.yes	1258

Frequencies
Length

Value	Count	Frequency (%)
0.no	8698	86.7%
1.yes	1258	12.5%
(Missing)	71	0.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.118380373
Min length	3

stroke
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	38
Missing (%)	0.4%
Memory size	9.9 KiB

0.no	9700
1.yes	289

Frequencies
Length

Value	Count	Frequency (%)
0.no	9700	96.7%
1.yes	289	2.9%
(Missing)	38	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.025032412
Min length	3

psyche
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	51
Missing (%)	0.5%
Memory size	9.9 KiB

0.no	9840
1.yes	136

Frequencies
Length

Value	Count	Frequency (%)
0.no	9840	98.1%
1.yes	136	1.4%
(Missing)	51	0.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.008477112
Min length	3

arthre
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	32
Missing (%)	0.3%
Memory size	9.9 KiB

0.no	6320
1.yes	3675

Frequencies
Length

Value	Count	Frequency (%)
0.no	6320	63.0%
1.yes	3675	36.7%
(Missing)	32	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.363319039
Min length	3

dyslipe
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	245
Missing (%)	2.4%
Memory size	9.9 KiB

0.no	8793
1.yes	989

Frequencies
Length

Value	Count	Frequency (%)
0.no	8793	87.7%
1.yes	989	9.9%
(Missing)	245	2.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.074199661
Min length	3

livere
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	96
Missing (%)	1.0%
Memory size	9.9 KiB

0.no	9563
1.yes	368

Frequencies
Length

Value	Count	Frequency (%)
0.no	9563	95.4%
1.yes	368	3.7%
(Missing)	96	1.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.027126758
Min length	3

kidneye
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	83
Missing (%)	0.8%
Memory size	9.9 KiB

0.no	9307
1.yes	637

Frequencies
Length

Value	Count	Frequency (%)
0.no	9307	92.8%
1.yes	637	6.4%
(Missing)	83	0.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.055250823
Min length	3

digeste
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	41
Missing (%)	0.4%
Memory size	9.9 KiB

0.no	7608
1.yes	2378

Frequencies
Length

Value	Count	Frequency (%)
0.no	7608	75.9%
1.yes	2378	23.7%
(Missing)	41	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.233070709
Min length	3

asthmae
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	46
Missing (%)	0.5%
Memory size	9.9 KiB

0.no	9482
1.yes	499

Frequencies
Length

Value	Count	Frequency (%)
0.no	9482	94.6%
1.yes	499	5.0%
(Missing)	46	0.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.045178019
Min length	3

memrye
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	40
Missing (%)	0.4%
Memory size	9.9 KiB

0.no	9804
1.yes	183

Frequencies
Length

Value	Count	Frequency (%)
0.no	9804	97.8%
1.yes	183	1.8%
(Missing)	40	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.014261494
Min length	3

dressa
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	97
Missing (%)	1.0%
Memory size	9.9 KiB

0.No	9461
1.Yes	469

Frequencies
Length

Value	Count	Frequency (%)
0.No	9461	94.4%
1.Yes	469	4.7%
(Missing)	97	1.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.03709983
Min length	3

batha
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	105
Missing (%)	1.0%
Memory size	9.9 KiB

0.No	9342
1.Yes	580

Frequencies
Length

Value	Count	Frequency (%)
0.No	9342	93.2%
1.Yes	580	5.8%
(Missing)	105	1.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.047372095
Min length	3

eata
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	97
Missing (%)	1.0%
Memory size	9.9 KiB

0.No	9676
1.Yes	254

Frequencies
Length

Value	Count	Frequency (%)
0.No	9676	96.5%
1.Yes	254	2.5%
(Missing)	97	1.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.015657724
Min length	3

beda
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	98
Missing (%)	1.0%
Memory size	9.9 KiB

0.No	9428
1.Yes	501

Frequencies
Length

Value	Count	Frequency (%)
0.No	9428	94.0%
1.Yes	501	5.0%
(Missing)	98	1.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.040191483
Min length	3

toilta
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	97
Missing (%)	1.0%
Memory size	9.9 KiB

0.No	8746
1.Yes	1184

Frequencies
Length

Value	Count	Frequency (%)
0.No	8746	87.2%
1.Yes	1184	11.8%
(Missing)	97	1.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.1084073
Min length	3

urina
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	98
Missing (%)	1.0%
Memory size	9.9 KiB

0.No	9514
1.Yes	415

Frequencies
Length

Value	Count	Frequency (%)
0.No	9514	94.9%
1.Yes	415	4.1%
(Missing)	98	1.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.03161464
Min length	3

moneya
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	37
Missing (%)	0.4%
Memory size	9.9 KiB

0.No	8726
1.Yes	1264

Frequencies
Length

Value	Count	Frequency (%)
0.No	8726	87.0%
1.Yes	1264	12.6%
(Missing)	37	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.122369602
Min length	3

medsa
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	20
Missing (%)	0.2%
Memory size	9.9 KiB

0.No	9354
1.Yes	653

Frequencies
Length

Value	Count	Frequency (%)
0.No	9354	93.3%
1.Yes	653	6.5%
(Missing)	20	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.06312955
Min length	3

shopa
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	28
Missing (%)	0.3%
Memory size	9.9 KiB

0.No	9189
1.Yes	810

Frequencies
Length

Value	Count	Frequency (%)
0.No	9189	91.6%
1.Yes	810	8.1%
(Missing)	28	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.077989429
Min length	3

mealsa
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	13
Missing (%)	0.1%
Memory size	9.9 KiB

0.No	9244
1.Yes	770

Frequencies
Length

Value	Count	Frequency (%)
0.No	9244	92.2%
1.Yes	770	7.7%
(Missing)	13	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.07549616
Min length	3

housewka
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	14
Missing (%)	0.1%
Memory size	9.9 KiB

0.No	9167
1.Yes	846

Frequencies
Length

Value	Count	Frequency (%)
0.No	9167	91.4%
1.Yes	846	8.4%
(Missing)	14	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.082975965
Min length	3

joga
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	160
Missing (%)	1.6%
Memory size	9.9 KiB

1.yes	5249
0.no	4618

Frequencies
Length

Value	Count	Frequency (%)
1.yes	5249	52.3%
0.no	4618	46.1%
(Missing)	160	1.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	5
Mean length	4.50752967
Min length	3

walk1kma
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	16
Missing (%)	0.2%
Memory size	9.9 KiB

0.no	8507
1.yes	1504

Frequencies
Length

Value	Count	Frequency (%)
0.no	8507	84.8%
1.yes	1504	15.0%
(Missing)	16	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.148399322
Min length	3

walk100a
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	625
Missing (%)	6.2%
Memory size	9.9 KiB

0.no	9244
1.yes	158

Frequencies
Length

Value	Count	Frequency (%)
0.no	9244	92.2%
1.yes	158	1.6%
(Missing)	625	6.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	3.95342575
Min length	3

chaira
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	9
Missing (%)	0.1%
Memory size	9.9 KiB

0.no	7134
1.yes	2884

Frequencies
Length

Value	Count	Frequency (%)
0.no	7134	71.1%
1.yes	2884	28.8%
(Missing)	9	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.28672584
Min length	3

climsa
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	90
Missing (%)	0.9%
Memory size	9.9 KiB

0.no	5784
1.yes	4153

Frequencies
Length

Value	Count	Frequency (%)
0.no	5784	57.7%
1.yes	4153	41.4%
(Missing)	90	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.405205944
Min length	3

stoopa
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	18
Missing (%)	0.2%
Memory size	9.9 KiB

0.no	6950
1.yes	3059

Frequencies
Length

Value	Count	Frequency (%)
0.no	6950	69.3%
1.yes	3059	30.5%
(Missing)	18	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.303281141
Min length	3

lifta
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	14
Missing (%)	0.1%
Memory size	9.9 KiB

0.no	8877
1.yes	1136

Frequencies
Length

Value	Count	Frequency (%)
0.no	8877	88.5%
1.yes	1136	11.3%
(Missing)	14	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.111897876
Min length	3

dimea
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	12
Missing (%)	0.1%
Memory size	9.9 KiB

0.no	9640
1.yes	375

Frequencies
Length

Value	Count	Frequency (%)
0.no	9640	96.1%
1.yes	375	3.7%
(Missing)	12	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.036202254
Min length	3

armsa
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	8
Missing (%)	0.1%
Memory size	9.9 KiB

0.no	9011
1.yes	1008

Frequencies
Length

Value	Count	Frequency (%)
0.no	9011	89.9%
1.yes	1008	10.1%
(Missing)	8	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.099730727
Min length	3

cesd10
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	31
Distinct (%)	0.3%
Missing	125
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%

Mean	8.589981822
Minimum	0
Maximum	30
Zeros	668
Zeros (%)	6.7%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	7
Q3	12
95-th percentile	21
Maximum	30
Range	30
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	6.373815601
Coefficient of variation (CV)	0.7420057147
Kurtosis	0.02051349682
Mean	8.589981822
Median Absolute Deviation (MAD)	4
Skewness	0.7783636978
Sum	85058
Variance	40.62552532
Monotocity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
3	805	8.0%
0	668	6.7%
6	667	6.7%
4	662	6.6%
5	624	6.2%
7	596	5.9%
2	561	5.6%
9	560	5.6%
8	525	5.2%
10	461	4.6%
Other values (21)	3773	37.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	668	6.7%
1	456	4.5%
2	561	5.6%
3	805	8.0%
4	662	6.6%

Value	Count	Frequency (%)
30	13	0.1%
29	10	0.1%
28	15	0.1%
27	39	0.4%
26	40	0.4%

shlta
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	12
Missing (%)	0.1%
Memory size	10.0 KiB

3.Fair	5006
4.Poor	2427
2.Good	1568
1.Very good	561
5.Very Poor	453

Frequencies
Length

Value	Count	Frequency (%)
3.Fair	5006	49.9%
4.Poor	2427	24.2%
2.Good	1568	15.6%
1.Very good	561	5.6%
5.Very Poor	453	4.5%
(Missing)	12	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	11
Median length	6
Mean length	6.50204448
Min length	3

slfmem
Categorical

MISSING

Distinct	5
Distinct (%)	0.1%
Missing	130
Missing (%)	1.3%
Memory size	10.0 KiB

4.Fair	4416
5.Poor	3745
3.Good	1239
2.Very Good	455
1.Excellent	42

Frequencies
Length

Value	Count	Frequency (%)
4.Fair	4416	44.0%
5.Poor	3745	37.3%
3.Good	1239	12.4%
2.Very Good	455	4.5%
1.Excellent	42	0.4%
(Missing)	130	1.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	11
Median length	6
Mean length	6.208935873
Min length	3

imrc
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	11
Distinct (%)	0.1%
Missing	1042
Missing (%)	10.4%
Infinite	0
Infinite (%)	0.0%

Mean	3.973177518
Minimum	0
Maximum	10
Zeros	228
Zeros (%)	2.3%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	4
Q3	5
95-th percentile	7
Maximum	10
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.724339143
Coefficient of variation (CV)	0.4339949914
Kurtosis	0.09438544763
Mean	3.973177518
Median Absolute Deviation (MAD)	1
Skewness	0.09981631544
Sum	35699
Variance	2.973345479
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
4	2197	21.9%
3	1787	17.8%
5	1693	16.9%
2	1042	10.4%
6	994	9.9%
7	427	4.3%
1	423	4.2%
0	228	2.3%
8	139	1.4%
9	37	0.4%
(Missing)	1042	10.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	228	2.3%
1	423	4.2%
2	1042	10.4%
3	1787	17.8%
4	2197	21.9%

Value	Count	Frequency (%)
10	18	0.2%
9	37	0.4%
8	139	1.4%
7	427	4.3%
6	994	9.9%

dlrc
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	11
Distinct (%)	0.1%
Missing	1056
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%

Mean	3.016274663
Minimum	0
Maximum	10
Zeros	1377
Zeros (%)	13.7%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	4
95-th percentile	6
Maximum	10
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.965409455
Coefficient of variation (CV)	0.6516016194
Kurtosis	-0.3573480524
Mean	3.016274663
Median Absolute Deviation (MAD)	1
Skewness	0.1975196676
Sum	27059
Variance	3.862834325
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
3	1823	18.2%
4	1655	16.5%
2	1439	14.4%
0	1377	13.7%
5	1113	11.1%
1	673	6.7%
6	551	5.5%
7	219	2.2%
8	82	0.8%
9	31	0.3%
(Missing)	1056	10.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1377	13.7%
1	673	6.7%
2	1439	14.4%
3	1823	18.2%
4	1655	16.5%

Value	Count	Frequency (%)
10	8	0.1%
9	31	0.3%
8	82	0.8%
7	219	2.2%
6	551	5.5%

ser7
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	6
Distinct (%)	0.1%
Missing	185
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%

Mean	2.743649665
Minimum	0
Maximum	5
Zeros	1577
Zeros (%)	15.7%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	1.999141877
Coefficient of variation (CV)	0.7286432751
Kurtosis	-1.673199334
Mean	2.743649665
Median Absolute Deviation (MAD)	2
Skewness	-0.02585204803
Sum	27003
Variance	3.996568246
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
5	3689	36.8%
1	2368	23.6%
0	1577	15.7%
2	995	9.9%
3	652	6.5%
4	561	5.6%
(Missing)	185	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1577	15.7%
1	2368	23.6%
2	995	9.9%
3	652	6.5%
4	561	5.6%

Value	Count	Frequency (%)
5	3689	36.8%
4	561	5.6%
3	652	6.5%
2	995	9.9%
1	2368	23.6%

orient
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	5
Distinct (%)	0.1%
Missing	346
Missing (%)	3.5%
Infinite	0
Infinite (%)	0.0%

Mean	2.888234686
Minimum	0
Maximum	4
Zeros	599
Zeros (%)	6.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	4
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.214881466
Coefficient of variation (CV)	0.420631146
Kurtosis	-0.155427703
Mean	2.888234686
Median Absolute Deviation (MAD)	1
Skewness	-0.9206256867
Sum	27961
Variance	1.475936976
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
4	3979	39.7%
3	2726	27.2%
2	1490	14.9%
1	887	8.8%
0	599	6.0%
(Missing)	346	3.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	599	6.0%
1	887	8.8%
2	1490	14.9%
3	2726	27.2%
4	3979	39.7%

Value	Count	Frequency (%)
4	3979	39.7%
3	2726	27.2%
2	1490	14.9%
1	887	8.8%
0	599	6.0%

draw
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	224
Missing (%)	2.2%
Memory size	9.9 KiB

1.yes	6097
0.no	3706

Frequencies
Length

Value	Count	Frequency (%)
1.yes	6097	60.8%
0.no	3706	37.0%
(Missing)	224	2.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	5
Mean length	4.58571856
Min length	3

age
Real number (ℝ_≥0)

Distinct	531
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	59.28314972
Minimum	40
Maximum	85
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	40
5-th percentile	45.91666794
Q1	51.83333206
median	58.58333206
Q3	65.5
95-th percentile	76.5
Maximum	85
Range	45
Interquartile range (IQR)	13.66666794

Descriptive statistics

Standard deviation	9.369192123
Coefficient of variation (CV)	0.1580414027
Kurtosis	-0.5344834328
Mean	59.28314972
Median Absolute Deviation (MAD)	6.833332062
Skewness	0.3981751204
Sum	594432.125
Variance	87.78175354
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53.91666794	54	0.5%
56.66666794	51	0.5%
59.75	50	0.5%
56.33333206	48	0.5%
58.58333206	48	0.5%
57.58333206	48	0.5%
62.58333206	47	0.5%
48.16666794	46	0.5%
60.58333206	46	0.5%
48.58333206	46	0.5%
Other values (521)	9543	95.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
40	2	< 0.1%
40.16666794	2	< 0.1%
40.25	2	< 0.1%
40.41666794	2	< 0.1%
40.58333206	1	< 0.1%

Value	Count	Frequency (%)
85	1	< 0.1%
84.91666412	1	< 0.1%
84.83333588	3	< 0.1%
84.75	2	< 0.1%
84.58333588	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	sysbp	diabp	pulse	wbc	mcv	plt	bun	glu	crea	cho	tg	hdl	ldl	crp	hbalc	ua	htc	hgb	hibpe	diabe	cancre	lunge	hearte	stroke	psyche	arthre	dyslipe	livere	kidneye	digeste	asthmae	memrye	dressa	batha	eata	beda	toilta	urina	moneya	medsa	shopa	mealsa	housewka	joga	walk1kma	walk100a	chaira	climsa	stoopa	lifta	dimea	armsa	cesd10	shlta	slfmem	imrc	dlrc	ser7	orient	draw	age
0	0	123.666664	67.333336	55.333332	9.6	72.900002	198.0	19.438940	95.940002	0.9831	254.382797	63.720001	63.402401	175.903000	0.98	4.6	3.59520	57.599998	20.200001	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.0	2.Good	2.Very Good	10.0	7.0	5.0	4.0	0.no	48.166668
1	1	143.333328	74.666664	67.666664	5.3	95.400002	179.0	12.352410	94.139999	0.8814	205.671204	57.525002	61.469398	131.057404	0.34	4.9	5.24664	52.000000	17.400000	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	6.0	5.Very Poor	3.Good	4.0	2.0	2.0	2.0	0.no	59.916668
2	2	178.666672	87.000000	55.000000	7.5	88.300003	271.0	22.099890	105.839996	1.1526	168.171005	88.500000	47.165199	98.969597	5.67	4.8	4.55952	44.500000	14.900000	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	3.0	2.Good	4.Fair	6.0	6.0	2.0	3.0	0.no	60.833332
3	3	191.000000	106.333336	58.333332	4.7	86.099998	208.0	15.629580	87.480003	0.6554	219.975403	91.154999	46.005402	154.253403	2.47	4.6	3.44736	46.000000	16.100000	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	2.0	4.Poor	3.Good	6.0	7.0	5.0	3.0	0.no	67.666664
4	4	118.333336	54.000000	53.666668	8.3	85.599998	290.0	13.220720	95.760002	0.9040	168.944199	109.739998	40.979599	103.222198	0.76	4.8	5.20128	43.799999	14.600000	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	1.Yes	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	1.yes	1.yes	1.yes	1.yes	1.yes	0.no	0.no	0.no	6.0	4.Poor	2.Very Good	4.0	6.0	4.0	3.0	0.no	79.333336
5	5	100.000000	64.333336	63.666668	4.6	79.900002	294.0	20.027149	89.279999	0.6667	217.269196	102.660004	49.098202	148.841003	1.17	4.8	3.03408	41.900002	13.600000	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	9.0	4.Poor	3.Good	2.0	1.0	2.0	1.0	0.no	55.833332
6	6	108.000000	70.000000	53.666668	6.3	89.300003	228.0	21.987850	103.860001	0.8927	209.150604	108.855003	49.871399	135.696594	0.45	4.6	3.78000	46.900002	16.000000	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	6.0	3.Fair	4.Fair	5.0	5.0	2.0	3.0	0.no	59.583332
7	7	108.666664	69.000000	74.333336	8.7	91.199997	278.0	8.318970	94.680000	1.0396	151.933807	110.625000	43.685799	84.665398	0.64	4.5	5.78928	43.400002	14.600000	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	4.0	3.Fair	4.Fair	3.0	3.0	4.0	2.0	1.yes	45.333332
8	8	166.000000	87.666664	59.333332	11.4	88.199997	417.0	12.884600	118.080002	0.5085	172.423599	53.985001	51.417801	100.902603	2.71	4.8	2.32512	35.200001	12.500000	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	6.0	4.Poor	4.Fair	4.0	6.0	5.0	3.0	0.no	64.666664
9	9	124.666664	82.333336	78.333336	7.9	87.000000	285.0	18.318541	96.660004	0.6667	127.191399	132.750000	56.056999	40.206402	0.57	4.4	4.91064	49.700001	17.299999	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	1.Yes	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	1.yes	1.yes	1.yes	0.no	0.no	0.no	1.0	2.Good	2.Very Good	5.0	4.0	4.0	2.0	1.yes	57.000000

Last rows

	df_index	sysbp	diabp	pulse	wbc	mcv	plt	bun	glu	crea	cho	tg	hdl	ldl	crp	hbalc	ua	htc	hgb	hibpe	diabe	cancre	lunge	hearte	stroke	psyche	arthre	dyslipe	livere	kidneye	digeste	asthmae	memrye	dressa	batha	eata	beda	toilta	urina	moneya	medsa	shopa	mealsa	housewka	joga	walk1kma	walk100a	chaira	climsa	stoopa	lifta	dimea	armsa	cesd10	shlta	slfmem	imrc	dlrc	ser7	orient	draw	age
10017	10127	99.000000	60.666668	61.333332	4.6	79.000000	144.0	18.626650	86.580002	0.7458	263.661194	59.294998	95.876801	156.186401	1.73	4.8	4.28232	NaN	14.400000	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	0.no	0.no	1.yes	1.yes	0.no	1.yes	0.no	1.yes	18.0	3.Fair	4.Fair	6.0	5.0	1.0	4.0	1.yes	49.250000
10018	10128	128.333328	71.333336	92.333336	6.6	90.599998	80.0	19.943119	96.480003	0.9153	230.413605	86.730003	41.752800	173.196793	1.24	5.4	4.83840	54.299999	20.100000	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	1.yes	1.yes	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.no	21.0	3.Fair	5.Poor	2.0	0.0	2.0	4.0	1.yes	54.166668
10019	10129	128.333328	75.000000	67.666664	5.8	68.900002	213.0	11.708180	110.339996	0.8136	177.449402	151.335007	35.953800	103.222198	3.80	5.1	5.05008	34.299999	11.900000	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	4.0	3.Fair	3.Good	1.0	1.0	0.0	2.0	0.no	59.583332
10020	10130	184.000000	101.333336	52.666668	8.3	87.800003	197.0	15.657590	108.000000	0.9718	178.609207	92.925003	37.886799	122.938797	8.36	5.5	5.23152	45.799999	16.500000	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	1.Yes	1.Yes	1.Yes	1.Yes	1.Yes	1.Yes	1.Yes	1.Yes	1.Yes	1.Yes	1.Yes	1.yes	0.no	0.no	0.no	1.yes	1.yes	1.yes	1.yes	1.yes	8.0	4.Poor	5.Poor	1.0	0.0	0.0	2.0	0.no	67.333336
10021	10131	150.666672	91.000000	81.666664	8.5	88.699997	263.0	12.128330	106.559998	0.7232	171.263794	64.605003	40.592999	117.139801	5.05	5.9	4.66872	44.299999	16.600000	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.0	3.Fair	4.Fair	6.0	6.0	5.0	4.0	1.yes	48.250000
10022	10132	165.333328	108.666664	78.000000	5.4	88.300003	179.0	12.464450	94.680000	0.9379	176.676193	75.224998	35.567200	127.578003	2.56	5.5	5.64984	41.200001	17.500000	1.yes	0.no	0.no	1.yes	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	1.yes	1.yes	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	7.0	3.Fair	5.Poor	3.0	2.0	5.0	3.0	1.yes	49.750000
10023	10133	177.666672	96.333336	72.666664	4.9	97.199997	136.0	18.710680	112.860001	1.1865	186.727798	194.699997	27.062000	116.366600	1.52	5.9	6.58392	36.700001	13.600000	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	4.0	3.Fair	4.Fair	6.0	4.0	5.0	2.0	1.yes	71.333336
10024	10134	132.333328	70.000000	63.333332	4.8	84.400002	197.0	12.716540	98.459999	0.8927	192.913406	109.739998	47.165199	120.232597	0.70	5.2	3.56496	42.799999	15.900000	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	1.yes	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	12.0	3.Fair	5.Poor	1.0	1.0	2.0	4.0	0.no	61.250000
10025	10135	116.333336	73.333336	57.000000	5.6	90.699997	120.0	17.030081	107.820000	0.8362	238.918793	149.565002	38.273399	158.119400	0.90	5.1	4.55952	41.599998	16.100000	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	1.yes	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	5.0	3.Fair	4.Fair	5.0	3.0	5.0	4.0	1.yes	48.583332
10026	10136	121.000000	74.000000	80.000000	7.7	98.300003	157.0	18.822720	104.400002	0.9153	180.542206	54.869999	57.990002	105.541801	1.77	5.6	4.95264	46.599998	17.700001	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.0	3.Fair	4.Fair	4.0	3.0	5.0	4.0	1.yes	53.833332

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows